powershap
A power-full Shapley feature selection method. (by predict-idlab)
NVTabular
NVTabular is a feature engineering and preprocessing library for tabular data designed to quickly and easily manipulate terabyte scale datasets used to train deep learning based recommender systems. (by NVIDIA-Merlin)
| powershap | NVTabular | |
|---|---|---|
| 1 | 1 | |
| 180 | 1,008 | |
| 3.9% | 0.5% | |
| 3.5 | 5.5 | |
| 7 days ago | 8 days ago | |
| Python | Python | |
| GNU General Public License v3.0 or later | Apache License 2.0 |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
powershap
Posts with mentions or reviews of powershap.
We have used some of these posts to build our list of alternatives
and similar projects.
-
[R] PowerShap: A power-full Shapley feature selection method.
We are glad to present our novel shap-based wrapper feature selection method called PowerShap! This method uses statistical hypothesis testing and power calculations on Shapley values, enabling fast and intuitive wrapper-based feature selection. The complete library and methods are fully compatible with Sklearn, LightGBM, CatBoost, and more are coming in further following releases and the library can be found here: https://github.com/predict-idlab/powershap! The library is open-source and usable out-of-the-box as shown in the video!
NVTabular
Posts with mentions or reviews of NVTabular.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-10-08.
-
ETL Pipelines with Airflow: The Good, the Bad and the Ugly
If you have GPUs, NVTabular outperforms most of the frameworks out there: https://github.com/NVIDIA/NVTabular
What are some alternatives?
When comparing powershap and NVTabular you can also consider the following projects:
cascade - Lightweight and modular MLOps library targeted at small teams or individuals
dbt-expectations - Port(ish) of Great Expectations to dbt test macros
evalml - EvalML is an AutoML library written in python.
Scio - A Scala API for Apache Beam and Google Cloud Dataflow.